# Answer Verification on Omni-MATH terminal answers Source: [Answer Verification on Omni-MATH terminal answers]() Collection index: [llms.txt]() Data updated: 2026-03-05T07:28:41.252Z Evaluation of model performance on the 'terminal answers' subset of the Omni-MATH dataset specifically for the Answer Verification task, utilizing probabilistic metrics like AUROC and Brier score. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Answer Verification | | Dataset (including any stated split) | Omni-MATH terminal answers | | Metric | AUROC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 11 of 11 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [AUROC](): Higher is better; unit: SCALAR. - [Brier Score](): Lower is better; unit: SCALAR. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | MSV 64 | 0.9286 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 16 | 0.9109 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 4 | 0.8986 | Not recorded | 69a90de32d603e6de3e40602 | | Probe | 0.8836 | Not recorded | 69a90de32d603e6de3e40602 | | Probe + WV 64 | 0.883 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 + WV 64 | 0.8788 | Not recorded | 69a90de32d603e6de3e40602 | | Probe + WV 16 | 0.8714 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 | 0.8711 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 + WV 16 | 0.8672 | Not recorded | 69a90de32d603e6de3e40602 | | Probe + WV 4 | 0.8251 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 + WV 4 | 0.8219 | Not recorded | 69a90de32d603e6de3e40602 | ### MSV 64 AUROC: 0.9286. Result ID: 69a9309b6dbb7075b9523435. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N sequences":"64","Weighted Voting":"False"}. This record does not assert independent reproduction. ### MSV 16 AUROC: 0.9109. Result ID: 69a9309b6dbb7075b9523432. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N sequences":"16","Weighted Voting":"False"}. This record does not assert independent reproduction. ### MSV 4 AUROC: 0.8986. Result ID: 69a9309b6dbb7075b952342f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N sequences":"4","Weighted Voting":"False"}. This record does not assert independent reproduction. ### Probe AUROC: 0.8836. Result ID: 69a9309b6dbb7075b952342b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N sequences":"1","Weighted Voting":"False"}. This record does not assert independent reproduction. ### Probe + WV 64 AUROC: 0.883. Result ID: 69a9309b6dbb7075b9523433. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N sequences":"64","Weighted Voting":"True"}. This record does not assert independent reproduction. ### MSV 1 + WV 64 AUROC: 0.8788. Result ID: 69a9309b6dbb7075b9523434. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N sequences":"64","Weighted Voting":"True"}. This record does not assert independent reproduction. ### Probe + WV 16 AUROC: 0.8714. Result ID: 69a9309b6dbb7075b9523430. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N sequences":"16","Weighted Voting":"True"}. This record does not assert independent reproduction. ### MSV 1 AUROC: 0.8711. Result ID: 69a9309b6dbb7075b952342c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N sequences":"1","Weighted Voting":"False"}. This record does not assert independent reproduction. ### MSV 1 + WV 16 AUROC: 0.8672. Result ID: 69a9309b6dbb7075b9523431. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N sequences":"16","Weighted Voting":"True"}. This record does not assert independent reproduction. ### Probe + WV 4 AUROC: 0.8251. Result ID: 69a9309b6dbb7075b952342d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N sequences":"4","Weighted Voting":"True"}. This record does not assert independent reproduction. ### MSV 1 + WV 4 AUROC: 0.8219. Result ID: 69a9309b6dbb7075b952342e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N sequences":"4","Weighted Voting":"True"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.